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| { | |
| "schema_version": 1, | |
| "title": "Reproduction: Curated Synthetic Data Doesn't Have to Collapse: A Theoretical Study of Generative Retraining with Pluralistic Preferences", | |
| "emoji": "\ud83c\udfaf", | |
| "space_id": "DineshAI/kwvtSA9ed3", | |
| "paper": null, | |
| "tags": [ | |
| "trackio", | |
| "trackio-logbook", | |
| "open-experiment", | |
| "icml2026-repro", | |
| "paper-kwvtSA9ed3" | |
| ], | |
| "updated_at": "2026-07-27", | |
| "root": { | |
| "slug": "index", | |
| "title": "Reproduction: Curated Synthetic Data Doesn't Have to Collapse: A Theoretical Study of Generative Retraining with Pluralistic Preferences", | |
| "file": "pages/index.md", | |
| "children": [ | |
| { | |
| "slug": "executive-summary", | |
| "title": "Executive summary", | |
| "file": "pages/executive-summary/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-1-lemma-3-3-outside-mass-decay", | |
| "title": "Claim 1: outside mass decays geometrically (Lemma 3.3)", | |
| "file": "pages/claim-1-lemma-3-3-outside-mass-decay/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-2-lemma-3-5-non-collapse", | |
| "title": "Claim 2: non-collapse under pluralistic curation (Lemma 3.5)", | |
| "file": "pages/claim-2-lemma-3-5-non-collapse/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-3-theorem-3-6-variance-lower-bound", | |
| "title": "Claim 3: reward-variance lower bound (Theorem 3.6)", | |
| "file": "pages/claim-3-theorem-3-6-variance-lower-bound/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-4-theorem-3-7-nash-bargaining", | |
| "title": "Claim 4: limit is the Nash bargaining solution (Theorem 3.7)", | |
| "file": "pages/claim-4-theorem-3-7-nash-bargaining/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-5-e3-cifar10-flow-retraining", | |
| "title": "Claim 5: CIFAR-10 flow retraining sustains diversity (E3)", | |
| "file": "pages/claim-5-e3-cifar10-flow-retraining/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-6-e4-text-length-entropy", | |
| "title": "Claim 6: text retraining sustains length entropy (E4)", | |
| "file": "pages/claim-6-e4-text-length-entropy/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "conclusion-current", | |
| "title": "Conclusion", | |
| "file": "pages/conclusion-current/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "visibility-matrix", | |
| "title": "Evaluator visibility matrix", | |
| "file": "pages/visibility-matrix/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "reproduce", | |
| "title": "Reproducing this", | |
| "file": "pages/reproduce/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "baseline-judged-reference", | |
| "title": "Reference: the judged 3-state reduction", | |
| "file": "pages/baseline-judged-reference/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "overview", | |
| "title": "Historical rejected baseline \u2014 Overview", | |
| "file": "pages/overview/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claims", | |
| "title": "Historical rejected baseline \u2014 Claims", | |
| "file": "pages/claims/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "evidence", | |
| "title": "Historical rejected baseline \u2014 Evidence", | |
| "file": "pages/evidence/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "methods", | |
| "title": "Historical rejected baseline \u2014 Methods & negative controls", | |
| "file": "pages/methods/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "conclusion", | |
| "title": "Historical rejected baseline \u2014 Conclusion", | |
| "file": "pages/conclusion/page.md", | |
| "children": [] | |
| } | |
| ] | |
| }, | |
| "agent_view_tokens": 287, | |
| "revision": "1785071854779805067" | |
| } | |